data/sbead_experiments.csv

experiment_id,OLR_kg_m3_d,HRT_days,pH,temperature_C,COD_mg_L,SCOD_mg_L,VFA_mg_L,alkalinity_mg_CaCO3_L,voltage_V,current_A,current_density_A_m2,conductivity_mS_cm,electrode_area_m2,electrode_spacing_cm,initial_PFAS_ug_L,final_PFAS_ug_L,PFAS_degradation_pct,PFAS_adsorbed_sludge_ug_L,PFAS_adsorbed_electrode_ug_L,fluoride_release_mg_L,defluorination_pct,short_chain_formation_ratio,pH_drop,VFA_accumulation_mg_L,ORP_drift_mV,current_instability_index,energy_input_kWh_d,AI_score,instability_flag
1,4.87,21.7,7.74,41.2,4453.0,3087.0,818.0,1544.0,0.737,0.818,0.61,4.47,1.35,1.95,499.5,385.0,22.91,44.63,17.57,18.74,25.02,0.3501,0.856,762.0,16.5,0.3335,0.0145,0.1929,1
2,3.194,23.0,7.7,31.4,3306.0,2573.0,706.0,4286.0,0.635,1.765,1.33,4.26,1.326,1.2,326.1,233.7,28.34,28.52,8.38,24.24,49.56,0.2091,0.685,623.0,34.6,0.3505,0.0269,0.3672,1
3,5.293,11.7,6.85,31.4,5530.0,4540.0,150.0,3321.0,0.332,0.932,0.53,1.04,1.743,1.61,450.4,402.5,10.64,39.75,5.95,4.58,6.77,0.2194,0.383,124.0,49.3,0.1368,0.0074,0.0548,0
4,4.487,18.3,7.3,31.1,3902.0,2990.0,1444.0,2928.0,0.326,0.849,0.54,6.51,1.566,1.25,458.9,345.2,24.77,12.58,15.9,14.24,20.69,0.3236,0.58,1353.0,-8.0,0.3146,0.0066,0.194,1
5,1.471,10.8,7.41,37.9,2216.0,1859.0,244.0,1829.0,1.152,3.394,6.29,3.32,0.54,1.78,406.2,300.7,25.97,26.27,24.29,18.72,30.73,0.2038,0.321,254.0,31.4,0.2907,0.0939,0.1823,0
6,5.878,19.9,7.8,35.0,4510.0,3539.0,158.0,4614.0,0.682,1.611,2.81,7.15,0.574,3.27,257.4,180.0,30.08,15.68,2.91,13.5,34.95,0.1675,0.435,98.0,24.5,0.1126,0.0264,0.3169,0
7,4.806,16.6,7.4,39.3,4845.0,3924.0,444.0,2883.0,1.153,2.781,1.98,3.61,1.402,4.65,86.5,60.4,30.2,2.48,3.53,18.9,55.0,0.1966,0.855,406.0,-4.7,0.3063,0.077,0.359,1
8,4.93,12.9,7.12,38.1,3354.0,1959.0,192.0,3889.0,0.364,0.875,0.71,4.96,1.229,3.15,57.1,41.5,27.34,2.41,3.15,20.64,55.0,0.296,0.664,74.0,42.7,0.1886,0.0076,0.4063,0
9,1.641,12.1,7.06,34.0,5435.0,4183.0,737.0,2023.0,0.754,1.284,1.44,2.89,0.89,3.5,264.7,204.9,22.6,16.97,13.96,9.6,24.17,0.2253,0.796,698.0,-10.6,0.2219,0.0232,0.2013,0
10,3.252,21.8,7.14,40.8,5395.0,3679.0,823.0,4865.0,0.408,0.669,0.59,2.12,1.128,1.81,272.4,215.4,20.93,25.69,17.54,12.11,29.64,0.2199,0.403,809.0,6.5,0.2084,0.0065,0.2402,0
11,2.854,13.4,7.48,39.2,6212.0,4447.0,538.0,2125.0,0.453,0.499,0.3,6.42,1.637,4.2,233.3,183.7,21.27,10.2,15.57,14.87,42.49,0.315,0.529,489.0,-39.4,0.1255,0.0054,0.3034,0
12,5.634,28.5,7.8,33.2,5888.0,4394.0,171.0,2198.0,0.23,0.486,0.28,4.48,1.74,3.47,305.7,212.8,30.38,31.48,18.29,13.99,30.52,0.2564,0.585,247.0,-27.4,0.1345,0.0027,0.3054,0
13,4.219,21.6,7.18,34.4,5915.0,4974.0,256.0,4506.0,0.319,0.39,0.29,4.76,1.342,4.46,298.5,225.3,24.53,22.26,5.13,13.79,30.79,0.2162,0.226,193.0,34.1,0.1054,0.003,0.278,0
14,5.114,16.9,6.87,33.8,3897.0,3295.0,638.0,4694.0,1.117,1.278,1.19,7.76,1.078,4.8,426.5,317.0,25.67,40.96,18.45,22.75,35.56,0.1577,0.342,600.0,-10.3,0.1162,0.0343,0.2859,0
15,3.217,21.8,6.85,31.9,6725.0,4280.0,185.0,2243.0,0.522,1.025,1.13,7.75,0.906,2.39,98.9,77.6,21.58,6.65,5.17,14.19,55.0,0.2036,0.532,171.0,-10.6,0.245,0.0128,0.3763,0
16,2.136,10.5,7.62,31.8,5295.0,4078.0,1077.0,3144.0,0.808,1.232,0.96,6.99,1.283,1.36,151.3,123.4,18.48,10.58,4.11,9.37,41.29,0.2928,0.155,1013.0,-25.4,0.141,0.0239,0.2625,0
17,3.773,29.2,7.72,41.2,4589.0,3556.0,390.0,4067.0,0.665,0.696,0.72,2.31,0.972,1.9,406.9,283.3,30.37,33.35,5.28,14.94,24.48,0.2865,0.796,349.0,-0.8,0.1279,0.0111,0.2592,0
18,1.319,19.6,6.66,35.3,5756.0,3764.0,523.0,4574.0,0.6,1.525,1.13,5.16,1.346,2.75,431.5,368.2,14.68,48.67,11.07,13.98,21.6,0.2241,0.139,505.0,30.6,0.2296,0.022,0.1396,0
19,5.138,25.7,6.6,34.6,4164.0,2445.0,652.0,2827.0,0.732,1.941,1.28,7.15,1.515,4.78,497.7,357.6,28.14,34.43,20.82,17.15,22.97,0.2438,0.353,639.0,39.5,0.2917,0.0341,0.211,0
20,4.158,11.7,7.39,38.8,5076.0,2854.0,683.0,3310.0,0.387,0.356,0.59,3.62,0.599,2.51,442.8,337.9,23.7,32.27,17.26,14.61,22.0,0.3085,0.708,704.0,-43.0,0.2311,0.0033,0.2045,0
21,4.79,19.7,6.72,36.6,6420.0,5028.0,102.0,4096.0,1.189,0.617,1.23,1.71,0.502,4.08,450.5,281.7,37.45,36.13,10.08,15.99,23.66,0.0518,0.246,91.0,7.5,0.3603,0.0176,0.315,1
22,2.773,19.8,7.74,41.2,7318.0,5100.0,257.0,4059.0,1.018,1.365,1.67,6.68,0.818,3.16,191.5,141.8,25.93,17.95,12.96,17.43,55.0,0.2665,0.741,278.0,-3.3,0.1618,0.0334,0.376,0
23,5.853,28.8,6.97,39.4,7526.0,6365.0,1308.0,4240.0,0.942,2.348,1.27,4.37,1.842,1.73,230.7,164.1,28.9,6.27,17.26,22.27,55.0,0.2221,0.718,1159.0,11.4,0.3483,0.0531,0.3706,0
24,5.466,21.4,6.72,35.8,5022.0,3462.0,102.0,3495.0,0.669,1.737,1.18,4.95,1.469,2.28,170.6,116.0,32.0,12.21,4.11,20.65,55.0,0.2217,0.26,130.0,-5.3,0.1136,0.0279,0.4283,0
25,4.892,19.5,7.88,34.5,5122.0,4319.0,811.0,1866.0,0.353,0.298,0.39,7.88,0.758,3.61,322.8,226.4,29.88,22.0,24.24,22.51,46.49,0.2828,0.71,701.0,-10.1,0.3035,0.0025,0.3771,0
26,1.973,15.3,6.75,41.8,6799.0,4579.0,785.0,4664.0,1.121,2.73,1.49,5.25,1.835,3.69,472.5,359.7,23.87,53.0,5.32,13.65,19.26,0.3048,0.515,784.0,-2.8,0.3294,0.0734,0.1115,0
27,3.334,16.6,6.93,38.6,3887.0,3063.0,566.0,4530.0,0.541,0.427,0.35,3.97,1.205,2.74,205.1,156.7,23.57,14.22,15.33,15.93,51.79,0.2883,0.651,637.0,8.2,0.3095,0.0056,0.3629,0
28,1.219,20.4,6.73,41.4,7024.0,4042.0,704.0,4293.0,0.25,0.369,0.3,3.59,1.214,1.91,300.7,240.7,19.95,20.09,23.04,13.52,29.98,0.1716,0.635,656.0,0.1,0.1942,0.0022,0.2485,0
29,1.771,18.8,6.67,31.4,4965.0,3558.0,1193.0,1850.0,0.542,1.625,0.85,3.92,1.903,3.89,183.3,143.5,21.73,21.31,1.99,13.33,48.48,0.2675,0.625,1005.0,-2.8,0.2176,0.0212,0.3246,0
30,4.415,10.4,6.53,40.2,2695.0,2131.0,1278.0,2215.0,0.994,0.976,1.66,1.83,0.589,1.68,126.4,97.7,22.75,8.22,8.02,15.66,55.0,0.2982,0.613,1163.0,31.8,0.1796,0.0233,0.3615,0
31,4.724,26.5,6.58,37.6,2432.0,2013.0,464.0,4103.0,0.823,0.728,0.88,6.56,0.823,4.75,137.8,102.8,25.38,5.25,10.74,18.24,55.0,0.2284,0.401,491.0,24.6,0.2826,0.0144,0.3925,0
32,5.838,27.9,6.76,31.5,7052.0,5619.0,551.0,1581.0,0.951,1.48,1.07,6.86,1.379,1.75,76.1,60.3,20.68,3.17,5.58,14.74,55.0,0.2733,0.751,545.0,-15.9,0.3284,0.0338,0.3339,0
33,2.629,12.8,6.58,37.1,2333.0,1309.0,439.0,4927.0,0.994,2.036,2.57,2.99,0.793,1.43,477.2,353.3,25.97,14.09,37.2,20.15,28.16,0.2674,0.759,418.0,30.1,0.3433,0.0486,0.2044,0
34,2.852,21.1,7.39,38.2,3684.0,2438.0,772.0,2820.0,0.412,1.167,0.77,3.13,1.519,2.99,231.3,171.6,25.81,4.64,11.22,18.82,54.23,0.3051,0.55,762.0,35.4,0.1953,0.0115,0.3868,0
35,3.348,12.2,7.52,30.1,4005.0,2261.0,1057.0,4018.0,1.124,3.317,4.04,7.12,0.821,3.08,425.4,302.1,28.99,26.88,6.58,16.56,25.96,0.246,0.596,989.0,-34.7,0.0742,0.0895,0.184,0
36,1.947,23.4,7.09,35.5,3038.0,1770.0,420.0,4606.0,0.638,0.43,0.66,1.17,0.649,3.03,356.6,294.6,17.37,34.56,24.78,9.57,17.9,0.169,0.379,459.0,8.3,0.2112,0.0066,0.1616,0
37,1.65,15.6,6.98,39.9,3883.0,2923.0,563.0,2881.0,0.839,0.709,0.87,4.64,0.81,2.75,136.4,97.5,28.49,12.73,7.22,13.92,55.0,0.214,0.627,561.0,-21.5,0.0632,0.0143,0.4249,0
38,3.379,23.2,7.26,33.5,6456.0,4932.0,1403.0,2617.0,0.202,0.501,0.44,4.25,1.134,4.98,129.0,99.2,23.1,2.99,6.84,11.1,55.0,0.3526,0.859,1381.0,23.9,0.1297,0.0024,0.3802,1
39,2.135,24.5,7.81,35.5,2088.0,1633.0,168.0,3631.0,1.193,1.404,1.84,5.83,0.764,2.95,415.4,297.6,28.36,31.98,16.29,19.87,31.9,0.1415,0.211,172.0,-26.1,0.1342,0.0402,0.2777,0
40,4.349,25.4,7.78,35.3,6963.0,5638.0,745.0,3533.0,0.481,1.304,1.86,2.14,0.702,2.91,169.1,124.3,26.47,5.99,8.46,18.69,55.0,0.3001,0.316,731.0,17.1,0.2918,0.0151,0.3873,0
41,3.186,12.2,6.57,33.6,7139.0,5510.0,1096.0,2932.0,0.262,0.566,0.32,5.68,1.79,2.69,461.0,405.4,12.07,52.6,9.57,5.31,7.68,0.3797,0.525,1041.0,-24.5,0.1082,0.0036,0.05,0
42,5.163,28.3,6.77,41.0,4234.0,3346.0,311.0,3606.0,0.658,0.513,0.52,3.64,0.981,1.27,113.0,88.3,21.87,4.15,6.98,15.06,55.0,0.2492,0.537,260.0,1.1,0.1358,0.0081,0.3818,0
43,4.501,14.6,6.86,39.4,2922.0,1650.0,166.0,4774.0,0.329,0.849,0.82,5.33,1.041,3.37,355.0,284.9,19.73,29.34,5.41,9.82,18.44,0.0987,0.555,242.0,44.9,0.0885,0.0067,0.1956,0
44,2.562,10.7,6.87,31.3,5605.0,3477.0,293.0,3137.0,0.352,0.332,0.57,1.28,0.583,1.91,416.5,316.7,23.96,21.92,25.44,12.82,20.51,0.1857,0.157,283.0,-11.9,0.3047,0.0028,0.2133,0
45,5.161,21.1,7.36,42.0,2718.0,2002.0,1386.0,2189.0,0.832,1.297,1.25,4.23,1.036,3.55,155.9,114.8,26.38,13.12,10.82,15.47,55.0,0.3912,0.511,1317.0,37.6,0.2941,0.0259,0.3613,1
46,5.024,17.4,7.12,40.6,4190.0,3383.0,113.0,2820.0,0.593,1.115,1.24,4.66,0.897,1.2,174.3,124.9,28.32,10.67,7.51,18.36,55.0,0.1901,0.619,110.0,48.7,0.0957,0.0159,0.4241,0
47,2.937,26.6,6.57,33.4,7751.0,4273.0,364.0,2879.0,1.122,1.965,1.39,2.5,1.416,4.93,484.0,365.8,24.42,46.45,22.11,14.83,20.42,0.1219,0.55,308.0,37.5,0.0574,0.0529,0.1841,0
48,2.442,26.2,7.06,40.0,7973.0,5616.0,144.0,1959.0,0.519,1.15,1.42,1.98,0.808,2.88,169.1,125.1,26.0,7.28,5.39,15.71,55.0,0.2897,0.602,133.0,-33.4,0.2083,0.0143,0.3909,0
49,4.412,16.3,7.29,31.3,6633.0,4996.0,255.0,2070.0,0.926,1.974,1.08,2.32,1.833,4.59,243.5,180.6,25.81,26.92,18.96,20.93,55.0,0.2195,0.71,307.0,32.0,0.1583,0.0439,0.3712,0
50,1.699,29.1,6.65,42.0,3866.0,2161.0,968.0,3896.0,0.661,1.97,1.04,3.41,1.894,2.9,244.6,175.9,28.08,17.13,15.0,19.63,53.5,0.3275,0.528,914.0,-46.8,0.2073,0.0313,0.3718,0
51,2.0,15.8,7.75,38.0,6126.0,4107.0,438.0,2688.0,0.86,2.579,3.97,1.68,0.65,1.24,163.9,118.3,27.82,15.67,5.87,14.93,55.0,0.243,0.666,316.0,-10.7,0.1637,0.0532,0.3698,0
52,1.037,20.3,6.58,37.8,6232.0,5102.0,897.0,4842.0,0.8,1.432,2.17,7.63,0.661,4.29,399.1,328.1,17.8,41.9,8.87,17.77,29.69,0.3083,0.475,838.0,37.1,0.2943,0.0275,0.1812,0
53,4.935,15.1,7.89,31.1,4327.0,3252.0,926.0,2353.0,0.673,0.497,0.74,3.83,0.673,3.59,397.3,314.2,20.92,47.63,10.08,10.84,18.19,0.3036,0.594,957.0,18.9,0.1686,0.008,0.1654,0
54,4.324,28.7,6.65,40.8,5845.0,3632.0,1289.0,1846.0,1.15,2.668,1.87,6.66,1.429,4.13,220.2,159.6,27.52,9.34,9.35,11.77,35.63,0.3094,0.632,1172.0,3.3,0.2758,0.0736,0.2251,0
55,4.526,13.3,7.77,30.3,2064.0,1664.0,107.0,4137.0,0.543,1.596,2.34,7.82,0.683,2.71,425.8,336.1,21.06,20.73,32.35,14.6,22.86,0.3498,0.239,50.0,-11.2,0.0916,0.0208,0.1751,0
56,4.904,10.9,7.85,32.9,3254.0,2130.0,1295.0,4584.0,0.377,0.489,0.27,1.57,1.779,3.55,145.9,109.0,25.31,6.57,8.96,11.75,53.67,0.3607,0.363,1291.0,31.2,0.3685,0.0044,0.3712,1
57,3.295,18.7,7.97,31.7,5151.0,4151.0,967.0,2473.0,0.878,1.452,0.89,5.56,1.631,4.42,51.9,38.4,26.13,2.4,1.3,13.74,55.0,0.1886,0.53,925.0,21.0,0.3491,0.0306,0.3824,0
58,3.844,29.8,7.7,39.3,2983.0,1908.0,328.0,2207.0,1.046,1.634,0.94,7.1,1.73,3.52,307.0,181.8,40.8,24.02,21.54,28.75,55.0,0.2065,0.795,284.0,-3.2,0.2858,0.041,0.4621,0
59,1.699,27.8,7.67,32.4,2995.0,2178.0,1182.0,2150.0,0.24,0.151,0.12,5.44,1.289,2.39,497.3,419.7,15.61,59.36,18.14,6.63,8.89,0.3898,0.589,1108.0,39.2,0.1679,0.0009,0.0768,0
60,1.573,25.0,7.46,40.9,7018.0,4696.0,1298.0,3327.0,0.65,1.417,0.71,4.0,1.995,3.65,67.4,49.2,26.94,8.02,4.69,19.7,55.0,0.3574,0.149,1247.0,-27.0,0.0922,0.0221,0.384,1
61,4.342,27.8,7.67,37.9,7935.0,5018.0,456.0,3139.0,1.092,1.511,2.67,4.02,0.566,3.69,143.6,103.0,28.29,10.44,3.87,22.52,55.0,0.1983,0.597,390.0,-33.0,0.3161,0.0396,0.3863,0
62,3.355,27.9,6.7,30.4,5336.0,4354.0,1386.0,2408.0,0.95,2.344,2.13,1.25,1.102,4.84,283.5,214.2,24.43,23.79,15.11,20.28,47.68,0.3547,0.319,1342.0,14.3,0.2768,0.0534,0.2865,1
63,3.826,20.4,7.3,30.1,7034.0,4265.0,736.0,1658.0,1.192,3.075,3.12,4.74,0.986,2.48,414.5,287.3,30.67,43.93,31.03,22.11,35.57,0.275,0.708,696.0,47.2,0.1304,0.088,0.2413,0
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